Title :
A multi-dimensional approach to predicting speech quality using a physiologically motivated model of the Cochlea
Author :
Sen, D. ; Lu, Wenliang
Author_Institution :
Sch. of Electr. Eng. & Telecommun., Univ. of New South Wales, Sydney, NSW, Australia
Abstract :
This paper introduces a framework to measure speech quality in a multi-dimensional space. A hydro-mechanical Cochlear model is used to convert speech into the perceptual domain, where salient features are extracted to detect temporal and frequency localized distortions. Overall quality evaluation is subsequently achieved using a weighted sum of the detectability of individual distortions.
Keywords :
ear; feature extraction; speech processing; cochlea physiologically motivated model; frequency localized distortion; hydromechanical cochlear model; multidimensional approach; perceptual domain; quality evaluation; salient feature extraction; speech conversion; speech quality measurement; speech quality prediction; temporal detection; Correlation; Distortion measurement; Feature extraction; Noise; Nonlinear distortion; Psychoacoustic models; Speech; Diagnostic Acceptability Measure; Objective measurement of speech quality;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5947515